diff --git a/book/lectures/205-package_documentation_python.qmd b/book/lectures/205-package_documentation_python.qmd
index 3b954fe..9922690 100644
--- a/book/lectures/205-package_documentation_python.qmd
+++ b/book/lectures/205-package_documentation_python.qmd
@@ -10,9 +10,9 @@ title: "Package Documentation: Python"
 
 In Python, we use formatted docstrings to generate our code-level documentation.
 We then use a tool called [`sphinx`](https://www.sphinx-doc.org/en/master/index.html)
-to take those formatted docstrings to generate our API reference documentation 
+to take those formatted docstrings to generate our API reference documentation
 for our package website, and several of our Markdown files in our packages
-GitHub repository to generate other pages for our package website 
+GitHub repository to generate other pages for our package website
 (Contributing, Code of Conduct, etc).
 We then serve the website up on some platform, such as [Read the Docs](https://readthedocs.org/)
 (others exist as well).
@@ -65,7 +65,7 @@ that are needed for this to work.
     -------
     bool
         Description of return value
-        
+
     Examples
     --------
     >>> my_funtion(4)
@@ -82,11 +82,11 @@ How do we add new pages to our Python package-level documentation? The pages tha
 
 Let's take a look at the [raw version of that file from our `pypkgs-cookiecutter`](https://raw.githubusercontent.com/py-pkgs/py-pkgs-cookiecutter/main/%7B%7B%20cookiecutter.__package_slug%20%7D%7D/docs/index.md):
 
-<img src="img/index-raw.png" width=300>
+<img src="../img/index-raw.png" width=300>
 
 This results in a side bar on our webpage that looks like this:
 
-<img src="img/original-index.png" width=700>
+<img src="../img/original-index.png" width=700>
 
 Thus, to add new pages, we add them to the `toctree` list. They will then show up in that position in the rendered side bar.
 
@@ -94,11 +94,11 @@ What if we want headers in our side bar?
 To do this, we need to add multiple `toctree`'s and add a caption.
 Here's an example:
 
-<img src="img/index-raw-headers.png" width=300>
+<img src="../img/index-raw-headers.png" width=300>
 
 Which will result in this rendering:
 
-<img src="img/rendered-index-headers.png" width=1000>
+<img src="../img/rendered-index-headers.png" width=1000>
 
 
 ## Vignettes/tutorials
@@ -160,7 +160,7 @@ sphinx:
 ### Sphinx themes
 
 Sometimes you want to have a different theme for your project's docs.
-This is possible by changing `html_theme` in `doc.conf.py`. 
+This is possible by changing `html_theme` in `doc.conf.py`.
 See the link below to view and read the docs for other Sphinx themes:
 
 - Sphinx themes gallery: <https://sphinx-themes.org/>